Sociological Methods & Research

Papers
(The median citation count of Sociological Methods & Research is 2. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-06-01 to 2025-06-01.)
ArticleCitations
Sample Selection Matters: Moving Toward Empirically Sound Qualitative Research197
Linear Probability Model Revisited: Why It Works and How It Should Be Specified105
Handle with Care: A Sociologist’s Guide to Causal Inference with Instrumental Variables43
Method Bias Mechanisms and Procedural Remedies42
Large Language Models for Text Classification: From Zero-Shot Learning to Instruction-Tuning41
Elucidating the Social – Developing Social Process Tracing as an Integrative Framework38
From Strange to Normal: Computational Approaches to Examining Immigrant Incorporation Through Shifts in the Mainstream36
Optimizing Consistency and Coverage in Configurational Causal Modeling34
Examining Variation in Survey Costs Across Surveys24
The Integration of Bayesian Regression Analysis and Bayesian Process Tracing in Mixed-Methods Research24
From Text Signals to Simulations: A Review and Complement to Text as Data by Grimmer, Roberts & Stewart (PUP 2022)23
Fieldwork Disrupted: How Researchers Adapt to Losing Access to Field Sites19
The Mixed Subjects Design: Treating Large Language Models as Potentially Informative Observations16
A Sample Size Formula for Network Scale-up Studies15
Social Mobility as Causal Intervention14
The Rise in Occupational Coding Mismatches and Occupational Mobility, 1991–202013
Lagged Dependent Variable Predictors, Classical Measurement Error, and Path Dependency: The Conditions Under Which Various Estimators are Appropriate12
Applying Responsive Survey Design to Small-Scale Surveys: Campus Surveys of Sexual Misconduct12
Networks Beyond Categories: A Computational Approach to Examining Gender Homophily11
In Search of a Comparable Measure of Generalized Individual Religiosity in the World Values Survey11
Machine Learning as a Model for Cultural Learning: Teaching an Algorithm What it Means to be Fat11
Generative Multimodal Models for Social Science: An Application with Satellite and Streetscape Imagery11
Data Imbalances in Coincidence Analysis: A Simulation Study11
Biased Processing and Opinion Polarization: Experimental Refinement of Argument Communication Theory in the Context of the Energy Debate10
Who Does What to Whom? Making Text Parsers Work for Sociological Inquiry10
Self-protecting responses in randomized response designs: A survey on intimate partner violence during the coronavirus disease 2019 pandemic10
The Sociological Power of Methodological Rhetoric10
Iteration in Mixed-Methods Research Designs Combining Experiments and Fieldwork,9
A Joint Model for Longitudinal and Time-to-event Data in Social and Life Course Research: Employment Status and Time to Retirement8
Life-Course-Sensitive Analysis of Group Inequalities: Combining Sequence Analysis With the Kitagawa–Oaxaca–Blinder Decomposition8
What Good is Qualitative Literacy Without Data Transparency?8
Occupational Percentile Rank: A New Method for Constructing a Socioeconomic Index of Occupational Status8
Analyzing factorial survey data with structural equation models8
3D Social Research: Analysis of Social Interaction Using Computer Vision8
When to Use Counterfactuals in Causal Historiography: Methods for Semantics and Inference7
Curating Training Data for Reliable Large-Scale Visual Data Analysis: Lessons from Identifying Trash in Street View Imagery7
Assessing the Impact of the Great Recession on the Transition to Adulthood7
Theoretical Foundations and Limits of Word Embeddings: What Types of Meaning can They Capture?7
Using Inverse Probability Weighting to Address Post-Outcome Collider Bias7
Linking Input Inequality and Outcome Inequality7
Path Analysis for Binary Random Variables6
Age, Period, and Cohort Analysis With Bounding and Interactions6
A Tool Kit for Relation Induction in Text Analysis6
Estimation and sensitivity analysis for causal decomposition in health disparity research6
Correcting the Measurement Errors of AI-Assisted Labeling in Image Analysis Using Design-Based Supervised Learning6
Improving Cross-Cultural Comparability of Measures on Gender and Age Stereotypes by Means of Piloting Methods6
Do Quantitative and Qualitative Research Reflect two Distinct Cultures? An Empirical Analysis of 180 Articles Suggests “no”6
Locating Cultural Holes Brokers in Diffusion Dynamics Across Bright Symbolic Boundaries5
Social Encounters and the Worlds Beyond: Putting Situationalism to Work for Qualitative Interviews5
A Method for Estimating Individual Socioeconomic Status of Twitter Users5
Visual Design and Cognition in List-Style Open-Ended Questions in Web Probing5
Measuring Class Hierarchies in Postindustrial Societies: A Criterion and Construct Validation of EGP and ESEC Across 31 Countries5
Graphical Causal Models for Survey Inference4
Deep Learning With DAGs4
Current and Future Debates in Video Data Analysis4
The Insight-Inference Loop: Efficient Text Classification via Natural Language Inference and Threshold-Tuning4
A Bayesian Semi-Parametric Approach for Modeling Memory Decay in Dynamic Social Networks4
Untapped Potential: Designed Digital Trace Data in Online Survey Experiments4
Against the Mainstream: On the Limitations of Non-Invariance Diagnostics: Response to Fischer et al. and Meuleman et al.4
Sequential On-Device Multitasking within Online Surveys: A Data Quality and Response Behavior Perspective4
The Unrealized Potential of Audits: Applicant-Side Inequalities in Effort, Opportunities, and Certainty4
Deceptively Approachable: Translating Standards in Qualitative Research4
Promise Into Practice: Application of Computer Vision in Empirical Research on Social Distancing4
The Design and Optimality of Survey Counts: A Unified Framework Via the Fisher Information Maximizer3
Measuring the Nature of Individual Sequences3
The Augmented Social Scientist: Using Sequential Transfer Learning to Annotate Millions of Texts with Human-Level Accuracy3
Fear Not Scarcity but Inequality, Not Poverty but Instability3
The Additional Effects of Adaptive Survey Design Beyond Post-Survey Adjustment: An Experimental Evaluation3
Estimating Causal Effects of Multi-Valued Treatments Accounting for Network Interference: Immigration Policies and Crime Rates3
Are National Family Surveys Biased toward the Happy Family? A Multiactor Analysis of Selective Survey Nonresponse3
A Rolling Panel Model of Cohort, Period, and Aging Effects for the Analysis of the General Social Survey2
Conceptualizing Job and Employment Concepts for Earnings Inequality Estimands With Linked Employer-Employee Data 12
Comparing Methods for Estimating Demographics in Racially Polarized Voting Analyses2
Moving Beyond Linear Regression: Implementing and Interpreting Quantile Regression Models With Fixed Effects2
Modeling the Bias of Digital Data: An Approach to Combining Digital With Official Statistics to Estimate and Predict Migration Trends2
Open-ended versus Closed Probes: Assessing Different Formats of Web Probing2
Improving Fairness in Criminal Justice Algorithmic Risk Assessments Using Optimal Transport and Conformal Prediction Sets2
Machine Bias. How Do Generative Language Models Answer Opinion Polls? 2
Integrating Generative Artificial Intelligence into Social Science Research: Measurement, Prompting, and Simulation2
Uncertainty, Possibility, and Causal Power in QCA2
A Robustness Test Protocol for Applied QCA: Theory and R Software Application2
The Extended Computational Case Method: A Framework for Research Design2
Cognitive Plausibility and Qualitative Research2
The Impact of Survey Mode Design and Questionnaire Length on Measurement Quality2
Politics as Usual? Measuring Populism, Nationalism, and Authoritarianism in U.S. Presidential Campaigns (1952–2020) with Neural Language Models2
High-Dimensional Imputation for the Social Sciences: A Comparison of State-of-The-Art Methods2
From Ends to Means: The Promise of Computational Text Analysis for Theoretically Driven Sociological Research2
Abductive Coding: Theory Building and Qualitative (Re)Analysis2
Comparing Egocentric and Sociocentric Centrality Measures in Directed Networks2
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